{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#programming_fever\n",
    "#noise removing\n",
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib qt\n",
    "\n",
    "img = cv2.imread('E://OpenCV//noise1.jpg',0)\n",
    "\n",
    "# global thresholding\n",
    "ret1,th1 = cv2.threshold(img,127,255,cv2.THRESH_BINARY)\n",
    "\n",
    "# Otsu's thresholding\n",
    "ret2,th2 = cv2.threshold(img,0,255,cv2.THRESH_BINARY+cv2.THRESH_OTSU)\n",
    "\n",
    "# Otsu's thresholding after Gaussian filtering\n",
    "blur = cv2.GaussianBlur(img,(5,5),0)\n",
    "ret3,th3 = cv2.threshold(blur,0,255,cv2.THRESH_BINARY+cv2.THRESH_OTSU)\n",
    "\n",
    "# plot all the images and their histograms\n",
    "images = [img, 0, th1,\n",
    "          img, 0, th2,\n",
    "          blur, 0, th3]\n",
    "titles = ['Original Noisy Image','Histogram','Global Thresholding (v=127)',\n",
    "          'Original Noisy Image','Histogram',\"Otsu's Thresholding\",\n",
    "          'Gaussian filtered Image','Histogram',\"Otsu's Thresholding\"]\n",
    "\n",
    "for i in range(3):\n",
    "    plt.subplot(3,3,i*3+1),plt.imshow(images[i*3],'gray')\n",
    "    plt.title(titles[i*3]), plt.xticks([]), plt.yticks([])\n",
    "    plt.subplot(3,3,i*3+2),plt.hist(images[i*3].ravel(),256)\n",
    "    plt.title(titles[i*3+1]), plt.xticks([]), plt.yticks([])\n",
    "    plt.subplot(3,3,i*3+3),plt.imshow(images[i*3+2],'gray')\n",
    "    plt.title(titles[i*3+2]), plt.xticks([]), plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
